Search Results for author: Guglielmo Mazzola

Found 4 papers, 2 papers with code

Quantum-enhanced Markov chain Monte Carlo

2 code implementations23 Mar 2022 David Layden, Guglielmo Mazzola, Ryan V. Mishmash, Mario Motta, Pawel Wocjan, Jin-Sung Kim, Sarah Sheldon

Here we introduce a quantum algorithm to sample from distributions that pose a bottleneck in several applications, which we implement on a superconducting quantum processor.

Precise measurement of quantum observables with neural-network estimators

no code implementations16 Oct 2019 Giacomo Torlai, Guglielmo Mazzola, Giuseppe Carleo, Antonio Mezzacapo

The measurement precision of modern quantum simulators is intrinsically constrained by the limited set of measurements that can be efficiently implemented on hardware.

Quantum Physics Disordered Systems and Neural Networks Strongly Correlated Electrons

Non-unitary operations for ground-state calculations in near term quantum computers

no code implementations4 Oct 2019 Guglielmo Mazzola, Pauline Ollitrault, Panagiotis Barkoutsos, Ivano Tavernelli

We introduce a quantum Monte Carlo inspired reweighting scheme to accurately compute energies from optimally short quantum circuits.

Quantum Physics Statistical Mechanics Computational Physics

NetKet: A Machine Learning Toolkit for Many-Body Quantum Systems

1 code implementation29 Mar 2019 Giuseppe Carleo, Kenny Choo, Damian Hofmann, James E. T. Smith, Tom Westerhout, Fabien Alet, Emily J. Davis, Stavros Efthymiou, Ivan Glasser, Sheng-Hsuan Lin, Marta Mauri, Guglielmo Mazzola, Christian B. Mendl, Evert van Nieuwenburg, Ossian O'Reilly, Hugo Théveniaut, Giacomo Torlai, Alexander Wietek

We introduce NetKet, a comprehensive open source framework for the study of many-body quantum systems using machine learning techniques.

Quantum Physics Disordered Systems and Neural Networks Strongly Correlated Electrons Computational Physics Data Analysis, Statistics and Probability

Cannot find the paper you are looking for? You can Submit a new open access paper.